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20222026
most citedJAX-COSMO: An End-to-End Differentiable and GPU Accelerated Cosmology Library

55 citations · 103 across the 11 of their papers we have counts for

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Showing astro-ph.COShow all

5 papers · 1 filter

astro-ph.CO2024★ 10 cited

Simulation-Based Inference Benchmark for Weak Lensing Cosmology

Justine Zeghal, Denise Lanzieri, François Lanusse +5

Standard cosmological analysis, which relies on two-point statistics, fails to extract the full information of the data. This limits our ability to constrain with precision cosmolo…

astro-ph.CO2024★ 2 cited

Optimal Neural Summarisation for Full-Field Weak Lensing Cosmological Implicit Inference

Denise Lanzieri, Justine Zeghal, T. Lucas Makinen +3

Traditionally, weak lensing cosmological surveys have been analyzed using summary statistics motivated by their analytically tractable likelihoods, or by their ability to access hi…

astro-ph.CO2023★ 55 cited

JAX-COSMO: An End-to-End Differentiable and GPU Accelerated Cosmology Library

Jean-Eric Campagne, François Lanusse, Joe Zuntz +7

We present jax-cosmo, a library for automatically differentiable cosmological theory calculations. It uses the JAX library, which has created a new coding ecosystem, especially in…

astro-ph.CO2022★ 4 cited

Hybrid Physical-Neural ODEs for Fast N-body Simulations

Denise Lanzieri, François Lanusse, Jean-Luc Starck

We present a new scheme to compensate for the small-scales approximations resulting from Particle-Mesh (PM) schemes for cosmological N-body simulations. This kind of simulations ar…

astro-ph.CO2022★ 20 cited

AMICO galaxy clusters in KiDS-DR3: Measurement of the halo bias and power spectrum normalization from a stacked weak lensing analysis

Lorenzo Ingoglia, Giovanni Covone, Mauro Sereno +19

Galaxy clusters are biased tracers of the underlying matter density field. At very large radii beyond about 10 Mpc/\textit{h}, the shear profile shows evidence of a second-halo ter…